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Design of Fuzzy logic based level controller for surge tank system

机译:基于模糊逻辑的调压罐系统液位控制器的设计。

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This paper presents the design of fuzzy logic controllers (FLC) for a highly nonlinear dynamic system of Surge Tank. The controllers are designed from two approaches: model free (Mamdani) and model based (Takagi-Sugeno). For model free approach, Mamdani inference engine is formed from the expert knowledge of the system using which a fuzzy PD controller is synthesized. For model based approach, first the Takagi-Sugeno fuzzy modeling of the real system is performed; with the proposed fuzzy system having fixed structure that is linear in parameters. Fuzzy clustering with optimal output predefuzzification method has been employed for the formation of rule base as well as for the parameter identification of the proposed fuzzy system. Then a state-feedback fuzzy controller is presented for the TS model. The performance of both the FLCs is compared with each other and also with that of a linear PID controller. Finally the merits and demerits of these controllers are discussed.
机译:本文提出了一种高度非线性的调压箱动态系统的模糊逻辑控制器(FLC)的设计。控制器是通过两种方法设计的:无模型(Mamdani)和基于模型(Takagi-Sugeno)。对于无模型方法,Mamdani推理引擎由系统的专业知识构成,使用该引擎可以综合模糊PD控制器。对于基于模型的方法,首先对真实系统执行Takagi-Sugeno模糊建模;然后对模型进行建模。所提出的模糊系统具有参数线性的固定结构。运用模糊聚类与最佳输出预模糊化方法进行规则库的形成以及所提出模糊系统的参数辨识。然后给出了TS模型的状态反馈模糊控制器。两种FLC的性能相互比较,也与线性PID控制器的性能进行比较。最后讨论了这些控制器的优缺点。

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